SleepWell Trade

Trend-Following Backtester · Guide · backtest 한국어

equity · HK

Pop Mart International Group Limited backtest

10 trend-following strategies were compared on the full daily history of Pop Mart International Group Limited. 9 beat buy-and-hold CAGR; ADX / DI 방향성 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 51.7%, MDD -28.0%).

Data 2020-12-11 ~ 2026-08-31daily bars 1,404 (5.7 years)Costs 0.5%Venue HKEXMonthly snapshot 2026-08-31

Results by strategy

9 of 10 beat buy and hold (CAGR 15.2%, drawdown -90.3%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 57.0%, MDD -31.3%, Sharpe 1.44, 35% exposure.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 41.8%p higher than buy and hold, while drawdown improves by 59.0%p (CAGR 51.7%, MDD -28.0%, exposure 35%).

The alternative must retain 75% of buy-and-hold CAGR, improve drawdown by at least 20% and 5 percentage points, and stay below 95% exposure; the ranking weights return retention 60% and drawdown improvement 40%.

Strategy · parametersCAGRMDDSharpeCalmarTotalTradesExposure
ADX / DI 방향성
period=24, threshold=17
57.0%-31.3%1.441.8213.2x2235%
Keltner 채널 돌파
emaPeriod=59, atrPeriod=23, mult=2.2
51.7%-28.0%1.441.8410.8x835%
Donchian 채널 돌파
entryN=92, exitN=25
44.6%-29.2%1.351.538.2x631%
EMA 크로스오버
fast=7, slow=191
41.6%-44.4%1.210.947.3x839%
ROC 모멘텀
n=103, threshold=0.05
42.4%-38.8%1.181.097.6x1741%
SMA 크로스오버
fast=7, slow=215
40.6%-52.6%1.180.777.0x1040%
볼린저 밴드 돌파
n=46, k=2.7
34.0%-37.3%1.150.915.3x1428%
Supertrend
period=33, mult=5
41.0%-47.4%1.090.867.1x1241%
MACD
fast=17, slow=57, signal=18
25.0%-76.8%0.740.333.6x4552%
Parabolic SAR
step=0.015, maxStep=0.32
3.4%-68.6%0.300.051.2x9351%
Buy and hold15.2%-90.3%0.550.172.3x1100%
1x 10x 2021 2022 2023 2024 2025 2026 ADX / DI 방향성Buy and hold
ADX / DI 방향성: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -23% -45% -68% -90% 2021 2022 2023 2024 2025 2026 Buy and holdADX / DI 방향성
ADX / DI 방향성 maximum drawdown -31.3% (2023-01-26 → 2024-02-20), recovered after 441 days.

Rules of the top strategy

Looks at both the direction and the strength of the trend; holds only in a strong uptrend.

Method and caveats

Past performance does not guarantee future returns. Parameters were carried forward from the latest full optimization and replayed on this monthly dataset. 0.5% trading costs are included; taxes, slippage and rejected orders are not.
Re-optimize the same period and setupMore HK assetsAll asset reports

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